TY - JOUR
T1 - Ab Initio Molecular-Dynamics Simulation of Neuromorphic Computing in Phase-Change Memory Materials
AU - Skelton, Jonathan M.
AU - Loke, Desmond
AU - Lee, Taehoon
AU - Elliott, Stephen R.
N1 - Publisher Copyright:
© 2015 American Chemical Society.
PY - 2015/7/8
Y1 - 2015/7/8
N2 - We present an in silico study of the neuromorphic-computing behavior of the prototypical phase-change material, Ge2Sb2Te5, using ab initio molecular-dynamics simulations. Stepwise changes in structural order in response to temperature pulses of varying length and duration are observed, and a good reproduction of the spike-timing-dependent plasticity observed in nanoelectronic synapses is demonstrated. Short above-melting pulses lead to instantaneous loss of structural and chemical order, followed by delayed partial recovery upon structural relaxation. We also investigate the link between structural order and electrical and optical properties. These results pave the way toward a first-principles understanding of phase-change physics beyond binary switching.
AB - We present an in silico study of the neuromorphic-computing behavior of the prototypical phase-change material, Ge2Sb2Te5, using ab initio molecular-dynamics simulations. Stepwise changes in structural order in response to temperature pulses of varying length and duration are observed, and a good reproduction of the spike-timing-dependent plasticity observed in nanoelectronic synapses is demonstrated. Short above-melting pulses lead to instantaneous loss of structural and chemical order, followed by delayed partial recovery upon structural relaxation. We also investigate the link between structural order and electrical and optical properties. These results pave the way toward a first-principles understanding of phase-change physics beyond binary switching.
KW - ab initio molecular-dynamics simulations
KW - brain-inspired/neuromorphic computing
KW - computational modeling
KW - electronic synapse
KW - phase-change materials
UR - http://www.scopus.com/inward/record.url?scp=84936869441&partnerID=8YFLogxK
U2 - 10.1021/acsami.5b01825
DO - 10.1021/acsami.5b01825
M3 - Article
AN - SCOPUS:84936869441
SN - 1944-8244
VL - 7
SP - 14223
EP - 14230
JO - ACS applied materials & interfaces
JF - ACS applied materials & interfaces
IS - 26
ER -